Quintin Berry
| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2016 | 31 | AAATOR | 418 | .261/.344/.313 | 1 | 35 | 55 | — | .232/.290/.280 |
| 2017 | 32 | AAAColorado Spri… | 88 | .244/.330/.372 | 2 | 3 | 35 | — | .160/.227/.235 |
| 2018 | 33 | AAAScranton/Wilk… | 106 | .206/.274/.309 | 2 | 10 | 21 | — | .160/.208/.220 |
Career Stats + Projections
Methodology▸ how these numbers are built
All seasons translated to park-neutral MLB-equivalent (MLE) and combined per year. 2027 = full-season projection (no games played yet). 2028+ via Advanced Marcel + aging curve.
| Year | Age | Lvl | Team | MLB% | PA | AB | H | 2B | 3B | HR | BB | SO | HBP | SB | CS | AVG | OBP | SLG | OPS | ISO | BABIP | K% | BB% | wOBA | wRC+ | BAT | RUN | FLD | POS | REP | WAR |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ▸ Career — actual stats, one row per stint (as recorded, no adjustments) | |||||||||||||||||||||||||||||||
| 2007 | 22 | A | Lakewood BlueClaws | — | 581 | 487 | 152 | 19 | 4 | 3 | 61 | 85 | 12 | 55 | 18 | 312 | 402 | 386 | 788 | 74 | 365 | 15 | 10 | 349 | 95 | — | — | — | — | — | — |
| 2008 | 23 | A+ | Clearwater Threshers | — | 590 | 511 | 139 | 24 | 1 | 3 | 65 | 103 | 6 | 51 | 14 | 272 | 361 | 341 | 701 | 68 | 335 | 17 | 11 | 320 | 71 | — | — | — | — | — | — |
| 2009 | 24 | AA | Reading Phillies | — | 598 | 516 | 137 | 17 | 2 | 5 | 63 | 118 | 9 | 48 | 14 | 266 | 355 | 335 | 691 | 70 | 336 | 20 | 11 | 315 | 77 | — | — | — | — | — | — |
| 2010 | 25 | AA | San Antonio Missions | — | 409 | 348 | 73 | 11 | 3 | 3 | 43 | 78 | 6 | 27 | 8 | 210 | 307 | 284 | 592 | 75 | 260 | 19 | 11 | 270 | 50 | — | — | — | — | — | — |
| 2011 | 26 | AAA | Louisville Bats | — | 19 | 18 | 1 | 0 | 0 | 0 | 0 | 4 | 0 | 2 | 0 | 56 | 56 | 56 | 111 | 71 | 21 | 0 | 48 | -85 | — | — | — | — | — | — | |
| 2011 | 26 | AA | Carolina Mudcats | — | 378 | 321 | 95 | 16 | 1 | 6 | 51 | 83 | 3 | 40 | 7 | 296 | 397 | 408 | 805 | 112 | 382 | 22 | 13 | 364 | 91 | — | — | — | — | — | — |
| 2012 | 27 | MLB | Detroit Tigers | — | 330 | 291 | 75 | 10 | 6 | 2 | 25 | 80 | 7 | 21 | 0 | 258 | 331 | 354 | 685 | 96 | 348 | 24 | 8 | 306 | 96 | -2 | +4 | -4 | -6 | +7 | 0.0 |
| 2012 | 27 | AAA | Toledo Mud Hens | — | 187 | 159 | 43 | 8 | 0 | 0 | 22 | 46 | 3 | 19 | 3 | 270 | 370 | 321 | 690 | 50 | 377 | 25 | 12 | 318 | 62 | — | — | — | — | — | — |
| 2013 | 28 | AAA | Pawtucket Red Sox | — | 381 | 319 | 61 | 10 | 1 | 3 | 50 | 81 | 5 | 30 | 4 | 191 | 310 | 257 | 567 | 66 | 245 | 21 | 13 | 267 | 38 | — | — | — | — | — | — |
| 2014 | 29 | AAA | Norfolk Tides | — | 432 | 365 | 104 | 19 | 1 | 3 | 57 | 84 | 2 | 25 | 6 | 285 | 384 | 367 | 752 | 82 | 359 | 19 | 13 | 340 | 82 | — | — | — | — | — | — |
| 2015 | 30 | AAA | Iowa Cubs | — | 443 | 373 | 84 | 7 | 1 | 4 | 53 | 96 | 5 | 35 | 6 | 225 | 329 | 282 | 611 | 56 | 288 | 22 | 12 | 282 | 42 | — | — | — | — | — | — |
| 2016 | 31 | AAA | Buffalo Bisons | — | 418 | 364 | 95 | 12 | 2 | 1 | 40 | 86 | 6 | 35 | 10 | 261 | 344 | 313 | 657 | 52 | 336 | 21 | 10 | 300 | 55 | — | — | — | — | — | — |
| 2017 | 32 | AAA | Colorado Springs Sky Sox | — | 88 | 78 | 19 | 2 | 1 | 2 | 9 | 20 | 1 | 3 | 2 | 244 | 330 | 372 | 701 | 128 | 304 | 23 | 10 | 319 | 35 | — | — | — | — | — | — |
| 2018 | 33 | AAA | Scranton/Wilkes-Barre RailRiders | — | 106 | 97 | 20 | 4 | 0 | 2 | 8 | 34 | 1 | 10 | 1 | 206 | 274 | 309 | 583 | 103 | 295 | 32 | 8 | 267 | 21 | — | — | — | — | — | — |
| ▸ Career Totals (raw MLB only — historical actual) | |||||||||||||||||||||||||||||||
| MLB Career | — | — | 330 | 291 | 75 | 10 | 6 | 2 | 25 | 80 | 7 | 21 | 0 | 258 | 331 | 354 | 685 | 96 | 348 | 24 | 8 | 306 | 93 | -3 | +4 | -4 | -6 | +7 | -0.1 | ||
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2007 | 22 | A MLE | Lakewood BlueClaws | — | 581 | 508 | 149 | 17 | 4 | 3 | 40 | 114 | 12 | 55 | 18 | 293 | 359 | 360 | 719 | 67 | 344 | 20 | 7 | 309 | 95 | — | — | — | — | — | — |
| 2008 | 23 | A+ MLE | Clearwater Threshers | — | 590 | 529 | 127 | 23 | 1 | 2 | 47 | 146 | 6 | 51 | 14 | 240 | 309 | 299 | 608 | 59 | 322 | 25 | 8 | 273 | 71 | — | — | — | — | — | — |
| 2009 | 24 | AA MLE | Reading Phillies | — | 598 | 537 | 139 | 16 | 2 | 4 | 42 | 144 | 9 | 48 | 14 | 259 | 323 | 318 | 642 | 60 | 335 | 24 | 7 | 282 | 77 | — | — | — | — | — | — |
| 2010 | 25 | AA MLE | San Antonio Missions | — | 409 | 361 | 75 | 11 | 3 | 3 | 30 | 96 | 6 | 27 | 8 | 208 | 280 | 280 | 559 | 72 | 256 | 23 | 7 | 242 | 50 | — | — | — | — | — | — |
| 2011 | 26 | AAA MLE | Louisville Bats | — | 19 | 18 | 1 | 0 | 0 | 0 | 0 | 5 | 0 | 2 | 0 | 56 | 56 | 56 | 111 | 64 | 26 | 0 | 42 | -85 | — | — | — | — | — | — | |
| 2011 | 26 | AA MLE | Carolina Mudcats | — | 378 | 338 | 87 | 15 | 1 | 5 | 34 | 105 | 3 | 40 | 7 | 257 | 331 | 352 | 683 | 95 | 352 | 28 | 9 | 302 | 91 | — | — | — | — | — | — |
| 2012 | 27 | MLB MLE | Detroit Tigers | — | 330 | 291 | 76 | 10 | 6 | 2 | 25 | 80 | 7 | 21 | 0 | 261 | 334 | 357 | 692 | 96 | 348 | 24 | 8 | 309 | 96 | -2 | +4 | -4 | -6 | +7 | 0.0 |
| 2012 | 27 | AAA MLE | Toledo Mud Hens | — | 187 | 166 | 38 | 7 | 0 | 0 | 15 | 58 | 3 | 19 | 3 | 229 | 304 | 271 | 575 | 42 | 338 | 31 | 8 | 260 | 62 | — | — | — | — | — | — |
| 2013 | 28 | AAA MLE | Pawtucket Red Sox | — | 381 | 338 | 60 | 8 | 1 | 2 | 31 | 96 | 5 | 30 | 4 | 178 | 257 | 225 | 482 | 47 | 234 | 25 | 8 | 224 | 38 | — | — | — | — | — | — |
| 2014 | 29 | AAA MLE | Norfolk Tides | — | 432 | 385 | 100 | 19 | 1 | 2 | 37 | 98 | 2 | 25 | 6 | 260 | 328 | 330 | 658 | 70 | 330 | 23 | 9 | 290 | 82 | — | — | — | — | — | — |
| 2015 | 30 | AAA MLE | Iowa Cubs | — | 443 | 390 | 75 | 6 | 1 | 3 | 36 | 118 | 5 | 35 | 6 | 192 | 269 | 236 | 505 | 44 | 250 | 27 | 8 | 230 | 42 | — | — | — | — | — | — |
| 2016 | 31 | AAA MLE | Buffalo Bisons | — | 418 | 379 | 88 | 11 | 2 | 1 | 25 | 110 | 6 | 35 | 10 | 232 | 290 | 280 | 570 | 47 | 308 | 26 | 6 | 250 | 55 | — | — | — | — | — | — |
| 2017 | 32 | AAA MLE | Colorado Springs Sky Sox | — | 88 | 81 | 13 | 1 | 1 | 1 | 6 | 27 | 1 | 3 | 2 | 160 | 227 | 235 | 462 | 74 | 232 | 31 | 7 | 220 | 35 | — | — | — | — | — | — |
| 2018 | 33 | AAA MLE | Scranton/Wilkes-Barre RailRiders | — | 106 | 100 | 16 | 3 | 0 | 1 | 5 | 41 | 1 | 10 | 1 | 160 | 208 | 220 | 428 | 60 | 256 | 39 | 5 | 199 | 21 | — | — | — | — | — | — |
| 2007 | 22 | A MLE | Lakewood BlueClaws | — | 581 | 508 | 149 | 17 | 4 | 3 | 40 | 114 | 12 | 55 | 18 | 293 | 359 | 360 | 719 | 67 | 365 | 20 | 7 | 309 | 95 | — | — | — | — | — | — |
| 2007 | 22 | A RAW | Lakewood BlueClaws | — | 581 | 487 | 152 | 19 | 4 | 3 | 61 | 85 | 12 | 55 | 18 | 312 | 402 | 386 | 788 | 74 | 365 | 15 | 10 | 349 | 95 | — | — | — | — | — | — |
| 2008 | 23 | A+ MLE | Clearwater Threshers | — | 590 | 529 | 127 | 23 | 1 | 2 | 47 | 146 | 6 | 51 | 14 | 240 | 309 | 299 | 608 | 59 | 327 | 25 | 8 | 273 | 71 | — | — | — | — | — | — |
| 2008 | 23 | A+ RAW | Clearwater Threshers | — | 590 | 511 | 139 | 24 | 1 | 3 | 65 | 103 | 6 | 51 | 14 | 272 | 361 | 341 | 701 | 68 | 335 | 17 | 11 | 320 | 71 | — | — | — | — | — | — |
| 2009 | 24 | AA MLE | Reading Phillies | — | 598 | 537 | 139 | 16 | 2 | 4 | 42 | 144 | 9 | 48 | 14 | 259 | 323 | 318 | 642 | 60 | 347 | 24 | 7 | 282 | 77 | — | — | — | — | — | — |
| 2009 | 24 | AA RAW | Reading Phillies | — | 598 | 516 | 137 | 17 | 2 | 5 | 63 | 118 | 9 | 48 | 14 | 266 | 355 | 335 | 691 | 70 | 336 | 20 | 11 | 315 | 77 | — | — | — | — | — | — |
| 2010 | 25 | AA MLE | San Antonio Missions | — | 409 | 361 | 75 | 11 | 3 | 3 | 30 | 96 | 6 | 27 | 8 | 208 | 280 | 280 | 559 | 72 | 273 | 23 | 7 | 242 | 50 | — | — | — | — | — | — |
| 2010 | 25 | AA RAW | San Antonio Missions | — | 409 | 348 | 73 | 11 | 3 | 3 | 43 | 78 | 6 | 27 | 8 | 210 | 307 | 284 | 592 | 75 | 260 | 19 | 11 | 270 | 50 | — | — | — | — | — | — |
| 2011 | 26 | AA MLE | 2 teams | — | 397 | 356 | 88 | 15 | 1 | 5 | 34 | 110 | 3 | 42 | 7 | 247 | 318 | 337 | 655 | 90 | 343 | 28 | 9 | 290 | 82 | — | — | — | — | — | — |
| 2011 | 26 | AA RAW | 2 teams | — | 397 | 339 | 96 | 16 | 1 | 6 | 51 | 87 | 3 | 42 | 7 | 283 | 382 | 389 | 771 | 106 | 364 | 22 | 13 | 349 | 82 | — | — | — | — | — | — |
| 2012 | 27 | MLB MLE | 2 teams | — | 517 | 457 | 114 | 17 | 6 | 2 | 40 | 138 | 10 | 40 | 3 | 249 | 323 | 326 | 650 | 77 | 351 | 27 | 8 | 292 | 83 | -10 | +7 | -4 | -6 | +11 | -0.1 |
| 2012 | 27 | MLB RAW | 2 teams | — | 517 | 450 | 118 | 18 | 6 | 2 | 47 | 126 | 10 | 40 | 3 | 262 | 345 | 342 | 687 | 80 | 358 | 24 | 9 | 310 | 83 | -10 | +7 | -4 | -6 | +11 | -0.1 |
| 2013 | 28 | AAA MLE | Pawtucket Red Sox | — | 381 | 338 | 60 | 8 | 1 | 2 | 31 | 96 | 5 | 30 | 4 | 178 | 257 | 225 | 482 | 47 | 240 | 25 | 8 | 224 | 38 | — | — | — | — | — | — |
| 2013 | 28 | AAA RAW | Pawtucket Red Sox | — | 381 | 319 | 61 | 10 | 1 | 3 | 50 | 81 | 5 | 30 | 4 | 191 | 310 | 257 | 567 | 66 | 245 | 21 | 13 | 267 | 38 | — | — | — | — | — | — |
| 2014 | 29 | AAA MLE | Norfolk Tides | — | 432 | 385 | 100 | 19 | 1 | 2 | 37 | 98 | 2 | 25 | 6 | 260 | 328 | 330 | 658 | 70 | 340 | 23 | 9 | 290 | 82 | — | — | — | — | — | — |
| 2014 | 29 | AAA RAW | Norfolk Tides | — | 432 | 365 | 104 | 19 | 1 | 3 | 57 | 84 | 2 | 25 | 6 | 285 | 384 | 367 | 752 | 82 | 359 | 19 | 13 | 340 | 82 | — | — | — | — | — | — |
| 2015 | 30 | AAA MLE | Iowa Cubs | — | 443 | 390 | 75 | 6 | 1 | 3 | 36 | 118 | 5 | 35 | 6 | 192 | 269 | 236 | 505 | 44 | 263 | 27 | 8 | 230 | 42 | — | — | — | — | — | — |
| 2015 | 30 | AAA RAW | Iowa Cubs | — | 443 | 373 | 84 | 7 | 1 | 4 | 53 | 96 | 5 | 35 | 6 | 225 | 329 | 282 | 611 | 56 | 288 | 22 | 12 | 282 | 42 | — | — | — | — | — | — |
| 2016 | 31 | AAA MLE | Buffalo Bisons | — | 418 | 379 | 88 | 11 | 2 | 1 | 25 | 110 | 6 | 35 | 10 | 232 | 290 | 280 | 570 | 47 | 321 | 26 | 6 | 250 | 55 | — | — | — | — | — | — |
| 2016 | 31 | AAA RAW | Buffalo Bisons | — | 418 | 364 | 95 | 12 | 2 | 1 | 40 | 86 | 6 | 35 | 10 | 261 | 344 | 313 | 657 | 52 | 336 | 21 | 10 | 300 | 55 | — | — | — | — | — | — |
| 2017 | 32 | AAA MLE | Colorado Springs Sky Sox | — | 88 | 81 | 13 | 1 | 1 | 1 | 6 | 27 | 1 | 3 | 2 | 160 | 227 | 235 | 462 | 74 | 226 | 31 | 7 | 220 | 35 | — | — | — | — | — | — |
| 2017 | 32 | AAA RAW | Colorado Springs Sky Sox | — | 88 | 78 | 19 | 2 | 1 | 2 | 9 | 20 | 1 | 3 | 2 | 244 | 330 | 372 | 701 | 128 | 304 | 23 | 10 | 319 | 35 | — | — | — | — | — | — |
| 2018 | 33 | AAA MLE | Scranton/Wilkes-Barre RailRiders | — | 106 | 100 | 16 | 3 | 0 | 1 | 5 | 41 | 1 | 10 | 1 | 160 | 208 | 220 | 428 | 60 | 259 | 39 | 5 | 199 | 21 | — | — | — | — | — | — |
| 2018 | 33 | AAA RAW | Scranton/Wilkes-Barre RailRiders | — | 106 | 97 | 20 | 4 | 0 | 2 | 8 | 34 | 1 | 10 | 1 | 206 | 274 | 309 | 583 | 103 | 295 | 32 | 8 | 267 | 21 | — | — | — | — | — | — |
| 2007 | 22 | A MLE | Lakewood BlueClaws | — | 581 | 524 | 149 | 17 | 4 | 3 | 40 | 114 | 12 | 55 | 18 | 284 | 359 | 349 | 708 | 65 | 344 | 20 | 7 | 309 | 95 | — | — | — | — | — | — |
| 2008 | 23 | A+ MLE | Clearwater Threshers | — | 590 | 532 | 127 | 23 | 1 | 2 | 47 | 146 | 6 | 51 | 14 | 239 | 309 | 297 | 606 | 58 | 322 | 25 | 8 | 273 | 71 | — | — | — | — | — | — |
| 2009 | 24 | AA MLE | Reading Phillies | — | 598 | 542 | 139 | 16 | 2 | 4 | 42 | 144 | 9 | 48 | 14 | 256 | 323 | 315 | 639 | 59 | 335 | 24 | 7 | 282 | 77 | — | — | — | — | — | — |
| 2010 | 25 | AA MLE | San Antonio Missions | — | 409 | 370 | 75 | 11 | 3 | 3 | 30 | 96 | 6 | 27 | 8 | 203 | 280 | 273 | 553 | 70 | 256 | 23 | 7 | 242 | 50 | — | — | — | — | — | — |
| 2011 | 26 | AA MLE | 2 teams | — | 397 | 357 | 88 | 15 | 1 | 5 | 34 | 110 | 3 | 42 | 7 | 246 | 318 | 336 | 654 | 90 | 338 | 28 | 9 | 290 | 82 | — | — | — | — | — | — |
| 2012 | 27 | MLB MLE | 2 teams | — | 517 | 462 | 114 | 17 | 6 | 2 | 40 | 138 | 10 | 40 | 3 | 247 | 323 | 323 | 646 | 76 | 344 | 27 | 8 | 292 | 83 | — | — | — | — | — | — |
| 2013 | 28 | AAA MLE | Pawtucket Red Sox | — | 381 | 342 | 60 | 8 | 1 | 2 | 31 | 96 | 5 | 30 | 4 | 175 | 257 | 222 | 479 | 47 | 234 | 25 | 8 | 224 | 38 | — | — | — | — | — | — |
| 2014 | 29 | AAA MLE | Norfolk Tides | — | 432 | 390 | 100 | 19 | 1 | 2 | 37 | 98 | 2 | 25 | 6 | 256 | 328 | 326 | 653 | 69 | 330 | 23 | 9 | 290 | 82 | — | — | — | — | — | — |
| 2015 | 30 | AAA MLE | Iowa Cubs | — | 443 | 399 | 75 | 6 | 1 | 3 | 36 | 118 | 5 | 35 | 6 | 188 | 269 | 231 | 500 | 43 | 250 | 27 | 8 | 230 | 42 | — | — | — | — | — | — |
| 2016 | 31 | AAA MLE | Buffalo Bisons | — | 418 | 384 | 88 | 11 | 2 | 1 | 25 | 110 | 6 | 35 | 10 | 229 | 290 | 276 | 566 | 47 | 308 | 26 | 6 | 250 | 55 | — | — | — | — | — | — |
| 2017 | 32 | AAA MLE | Colorado Springs Sky Sox | — | 88 | 81 | 13 | 1 | 1 | 1 | 6 | 27 | 1 | 3 | 2 | 160 | 227 | 235 | 462 | 74 | 232 | 31 | 7 | 220 | 35 | — | — | — | — | — | — |
| 2018 | 33 | AAA MLE | Scranton/Wilkes-Barre RailRiders | — | 106 | 99 | 16 | 3 | 0 | 1 | 5 | 41 | 1 | 10 | 1 | 162 | 208 | 222 | 430 | 61 | 256 | 39 | 5 | 199 | 21 | — | — | — | — | — | — |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| ▸ Career totals — MLB only (actual + projected) | |||||||||||||||||||||||||||||||
| Career | — | A+C | — | 330 | 291 | 75 | 10 | 6 | 2 | 25 | 80 | 7 | 21 | 0 | 258 | 331 | 354 | 685 | 96 | 348 | 24 | 8 | 306 | 68 | -3 | +4 | -4 | -6 | +7 | -0.1 | |
| / 162G | — | A+C | — | 650 | 573 | 148 | 20 | 12 | 4 | 49 | 158 | 14 | 41 | 0 | 258 | 332 | 356 | 688 | 98 | 349 | 24 | 8 | 306 | 68 | -5 | +8 | -7 | -11 | +14 | -0.1 | |
| Career | — | MLE | — | 4960 | 4421 | 1044 | 147 | 23 | 29 | 373 | 1238 | 66 | 401 | 93 | 236 | 305 | 299 | 605 | 63 | 319 | 25 | 8 | 268 | 68 | -3 | +4 | -4 | -6 | +7 | -0.1 | |
| / 162G | — | MLE | — | 650 | 579 | 137 | 19 | 3 | 4 | 49 | 162 | 9 | 53 | 12 | 237 | 306 | 301 | 607 | 64 | 319 | 25 | 8 | 268 | 68 | -5 | +8 | -7 | -11 | +14 | -0.1 | |
How the minor-league lines were translated
One row per minor-league stint. Open a row to see each step: the raw rate, the park adjustment, the league/level factor, the age adjustment (hitters) and the resulting MLE rate. Factors are the same ones listed on the MLE Factors page.
2018 AAAScranton/Wilkes-Barre RailRiders · 106 PAwOBA .260 → .199 (−61)K% 32.1% → 38.4%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 32.08% | ÷1.002 | ×1.200 | — | — | 38.43% |
| BB% (unintentional) /PA | 7.55% | ÷1.034 | ×0.690 | — | ×0.940 | 4.73% |
| HBP% /PA | 0.94% | — | ×0.940 | — | ×0.940 | 0.83% |
| Singles /BIP | 22.22% | ÷1.032 | ×0.930 | ×1.050 | ×0.940 | 19.77% |
| Doubles /BIP | 6.35% | ÷1.004 | ×0.830 | ×1.050 | ×0.940 | 5.18% |
| Triples /BIP | 0.00% | ÷1.130 | ×0.970 | ×1.050 | ×0.940 | 0.00% |
| Home runs /BIP | 3.17% | ÷1.046 | ×0.840 | — | ×0.940 | 2.40% |
Factors used: league row IL. Park (home-season share, regressed): HR 109, 1B 106, 2B 101, 3B 126, K 100, BB 107 — applied at half strength. Age: age 34 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (6.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .260 → .199; ISO .103 → .076; BABIP .295 → .256. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2017 AAAColorado Springs Sky Sox · 88 PAwOBA .310 → .220 (−91)K% 22.7% → 30.8%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 22.73% | ÷0.953 | ×1.290 | — | — | 30.76% |
| BB% (unintentional) /PA | 10.23% | ÷0.995 | ×0.710 | — | ×0.942 | 6.87% |
| HBP% /PA | 1.14% | — | ×0.980 | — | ×0.942 | 1.05% |
| Singles /BIP | 24.14% | ÷1.018 | ×0.900 | ×0.960 | ×0.942 | 19.29% |
| Doubles /BIP | 3.45% | ÷1.163 | ×0.810 | ×0.960 | ×0.942 | 2.17% |
| Triples /BIP | 1.72% | ÷1.150 | ×0.810 | ×0.960 | ×0.942 | 1.10% |
| Home runs /BIP | 3.45% | ÷0.933 | ×0.780 | — | ×0.942 | 2.72% |
Factors used: league row PCL. Park (home-season share, regressed): HR 87, 1B 104, 2B 133, 3B 130, K 91, BB 99 — applied at half strength. Age: age 33 vs a level average of 27.2 → −5.8% on BB/HBP/hit rates (5.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.960.
Result: wOBA .310 → .220; ISO .128 → .087; BABIP .304 → .232. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2016 AAABuffalo Bisons · 418 PAwOBA .295 → .250 (−45)K% 20.6% → 26.3%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 20.57% | ÷0.937 | ×1.200 | — | — | 26.34% |
| BB% (unintentional) /PA | 9.57% | ÷1.034 | ×0.690 | — | ×0.952 | 6.08% |
| HBP% /PA | 1.44% | — | ×0.940 | — | ×0.952 | 1.28% |
| Singles /BIP | 28.78% | ÷1.008 | ×0.930 | ×1.050 | ×0.952 | 26.54% |
| Doubles /BIP | 4.32% | ÷0.917 | ×0.830 | ×1.050 | ×0.952 | 3.90% |
| Triples /BIP | 0.72% | ÷1.150 | ×0.970 | ×1.050 | ×0.952 | 0.61% |
| Home runs /BIP | 0.36% | ÷1.164 | ×0.840 | — | ×0.952 | 0.25% |
Factors used: league row IL. Park (home-season share, regressed): HR 133, 1B 102, 2B 83, 3B 130, K 87, BB 107 — applied at half strength. Age: age 32 vs a level average of 27.2 → −4.8% on BB/HBP/hit rates (4.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .295 → .250; ISO .052 → .045; BABIP .336 → .308. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2015 AAAIowa Cubs · 443 PAwOBA .278 → .230 (−48)K% 21.7% → 26.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.67% | ÷1.051 | ×1.290 | — | — | 26.60% |
| BB% (unintentional) /PA | 11.96% | ÷0.996 | ×0.710 | — | ×0.962 | 8.20% |
| HBP% /PA | 1.13% | — | ×0.980 | — | ×0.962 | 1.06% |
| Singles /BIP | 25.99% | ÷1.008 | ×0.900 | ×1.022 | ×0.962 | 22.81% |
| Doubles /BIP | 2.53% | ÷0.984 | ×0.810 | ×1.022 | ×0.962 | 2.04% |
| Triples /BIP | 0.36% | ÷0.948 | ×0.810 | ×1.022 | ×0.962 | 0.30% |
| Home runs /BIP | 1.44% | ÷0.916 | ×0.780 | — | ×0.962 | 1.18% |
Factors used: league row PCL. Park (home-season share, regressed): HR 83, 1B 102, 2B 97, 3B 90, K 110, BB 99 — applied at half strength. Age: age 31 vs a level average of 27.2 → −3.8% on BB/HBP/hit rates (3.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.022.
Result: wOBA .278 → .230; ISO .056 → .047; BABIP .288 → .250. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2014 AAANorfolk Tides · 432 PAwOBA .334 → .290 (−44)K% 19.4% → 22.8%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 19.44% | ÷1.025 | ×1.200 | — | — | 22.78% |
| BB% (unintentional) /PA | 13.19% | ÷1.025 | ×0.690 | — | ×0.972 | 8.64% |
| HBP% /PA | 0.46% | — | ×0.940 | — | ×0.972 | 0.42% |
| Singles /BIP | 28.83% | ÷1.027 | ×0.930 | ×1.041 | ×0.972 | 26.41% |
| Doubles /BIP | 6.76% | ÷0.899 | ×0.830 | ×1.041 | ×0.972 | 6.31% |
| Triples /BIP | 0.36% | ÷1.007 | ×0.970 | ×1.041 | ×0.972 | 0.35% |
| Home runs /BIP | 1.07% | ÷1.223 | ×0.840 | — | ×0.972 | 0.71% |
Factors used: league row IL. Park (home-season share, regressed): HR 145, 1B 105, 2B 80, 3B 101, K 105, BB 105 — applied at half strength. Age: age 30 vs a level average of 27.2 → −2.8% on BB/HBP/hit rates (2.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.041.
Result: wOBA .334 → .290; ISO .082 → .074; BABIP .359 → .330. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2013 AAAPawtucket Red Sox · 381 PAwOBA .261 → .224 (−37)K% 21.3% → 25.1%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.26% | ÷1.018 | ×1.200 | — | — | 25.07% |
| BB% (unintentional) /PA | 12.86% | ÷1.069 | ×0.690 | — | ×0.982 | 8.15% |
| HBP% /PA | 1.31% | — | ×0.940 | — | ×0.982 | 1.21% |
| Singles /BIP | 19.75% | ÷0.964 | ×0.930 | ×1.050 | ×0.982 | 19.63% |
| Doubles /BIP | 4.20% | ÷1.083 | ×0.830 | ×1.050 | ×0.982 | 3.32% |
| Triples /BIP | 0.42% | ÷0.957 | ×0.970 | ×1.050 | ×0.982 | 0.44% |
| Home runs /BIP | 1.26% | ÷1.068 | ×0.840 | — | ×0.982 | 0.97% |
Factors used: league row IL. Park (home-season share, regressed): HR 114, 1B 93, 2B 117, 3B 91, K 104, BB 114 — applied at half strength. Age: age 29 vs a level average of 27.2 → −1.8% on BB/HBP/hit rates (1.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .261 → .224; ISO .066 → .056; BABIP .245 → .234. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2012 AAAToledo Mud Hens · 187 PAwOBA .312 → .260 (−53)K% 24.6% → 31.0%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 24.60% | ÷0.952 | ×1.200 | — | — | 31.01% |
| BB% (unintentional) /PA | 11.76% | ÷0.988 | ×0.690 | — | ×0.992 | 8.15% |
| HBP% /PA | 1.60% | — | ×0.940 | — | ×0.992 | 1.50% |
| Singles /BIP | 30.97% | ÷1.045 | ×0.930 | ×1.032 | ×0.992 | 28.21% |
| Doubles /BIP | 7.08% | ÷1.015 | ×0.830 | ×1.032 | ×0.992 | 5.93% |
| Triples /BIP | 0.00% | ÷0.900 | ×0.970 | ×1.032 | ×0.992 | 0.00% |
| Home runs /BIP | 0.00% | ÷0.913 | ×0.840 | — | ×0.992 | 0.00% |
Factors used: league row IL. Park (home-season share, regressed): HR 83, 1B 109, 2B 103, 3B 80, K 90, BB 98 — applied at half strength. Age: age 28 vs a level average of 27.2 → −0.8% on BB/HBP/hit rates (0.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.032.
Result: wOBA .312 → .260; ISO .050 → .041; BABIP .377 → .338. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2011 AACarolina Mudcats · 378 PAwOBA .355 → .302 (−54)K% 22.0% → 27.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.96% | ÷0.969 | ×1.220 | — | — | 27.66% |
| BB% (unintentional) /PA | 13.23% | ÷0.968 | ×0.680 | — | ×0.978 | 9.08% |
| HBP% /PA | 0.79% | — | ×0.840 | — | ×0.978 | 0.65% |
| Singles /BIP | 30.25% | ÷1.018 | ×0.920 | ×1.050 | ×0.978 | 28.07% |
| Doubles /BIP | 6.72% | ÷1.012 | ×0.910 | ×1.050 | ×0.978 | 6.21% |
| Triples /BIP | 0.42% | ÷1.150 | ×0.880 | ×1.050 | ×0.978 | 0.33% |
| Home runs /BIP | 2.52% | ÷0.941 | ×0.800 | — | ×0.978 | 2.10% |
Factors used: league row SL. Park (home-season share, regressed): HR 88, 1B 104, 2B 102, 3B 130, K 94, BB 94 — applied at half strength. Age: age 27 vs a level average of 24.8 → −2.2% on BB/HBP/hit rates (2.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .355 → .302; ISO .112 → .097; BABIP .382 → .352. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).